{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年飞行常客里程数</th>\n",
       "      <th>玩游戏时间百分比</th>\n",
       "      <th>每周消费冰淇淋公升数</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40920</td>\n",
       "      <td>8.326976</td>\n",
       "      <td>0.953952</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14488</td>\n",
       "      <td>7.153469</td>\n",
       "      <td>1.673904</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26052</td>\n",
       "      <td>1.441871</td>\n",
       "      <td>0.805124</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>75136</td>\n",
       "      <td>13.147394</td>\n",
       "      <td>0.428964</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>38344</td>\n",
       "      <td>1.669788</td>\n",
       "      <td>0.134296</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>11145</td>\n",
       "      <td>3.410627</td>\n",
       "      <td>0.631838</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>68846</td>\n",
       "      <td>9.974715</td>\n",
       "      <td>0.669787</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>26575</td>\n",
       "      <td>10.650102</td>\n",
       "      <td>0.866627</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>48111</td>\n",
       "      <td>9.134528</td>\n",
       "      <td>0.728045</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>43757</td>\n",
       "      <td>7.882601</td>\n",
       "      <td>1.332446</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     年飞行常客里程数   玩游戏时间百分比  每周消费冰淇淋公升数       label\n",
       "0       40920   8.326976    0.953952  largeDoses\n",
       "1       14488   7.153469    1.673904  smallDoses\n",
       "2       26052   1.441871    0.805124   didntLike\n",
       "3       75136  13.147394    0.428964   didntLike\n",
       "4       38344   1.669788    0.134296   didntLike\n",
       "..        ...        ...         ...         ...\n",
       "995     11145   3.410627    0.631838  smallDoses\n",
       "996     68846   9.974715    0.669787   didntLike\n",
       "997     26575  10.650102    0.866627  largeDoses\n",
       "998     48111   9.134528    0.728045  largeDoses\n",
       "999     43757   7.882601    1.332446  largeDoses\n",
       "\n",
       "[1000 rows x 4 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df =pd.read_table('datingTestSet.txt',header=None)\n",
    "\n",
    "df.columns = ['年飞行常客里程数','玩游戏时间百分比','每周消费冰淇淋公升数','label']\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Color = []\n",
    "\n",
    "for l in df.iloc[:,-1]:\n",
    "    if( l == 'didntLike'):\n",
    "        Color.append('gray')\n",
    "    elif( l == 'smallDoses'):\n",
    "        Color.append('red')\n",
    "    elif( l == 'largeDoses'):\n",
    "        Color.append('blue')\n",
    "        \n",
    "        \n",
    "len(Color)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "pl = plt.figure(figsize=(12,8))\n",
    "\n",
    "#绘图1\n",
    "figt1 =  pl.add_subplot(221)\n",
    "plt.scatter(df.iloc[:,0],df.iloc[:,1],marker='.',c=Color)\n",
    "plt.xlabel('年飞行常客里程数')\n",
    "plt.ylabel('玩游戏视频所占时间百分比')\n",
    "\n",
    "#绘图1\n",
    "figt2 =  pl.add_subplot(222)\n",
    "plt.scatter(df.iloc[:,1],df.iloc[:,2],marker='.',c=Color)\n",
    "plt.xlabel('玩游戏视频所占时间百分比')\n",
    "plt.ylabel('每周消费冰淇淋公升数')\n",
    "\n",
    "#绘图1\n",
    "figt3 =  pl.add_subplot(223)\n",
    "plt.scatter(df.iloc[:,2],df.iloc[:,1],marker='.',c=Color)\n",
    "plt.xlabel('每周消费冰淇淋公升数')\n",
    "plt.ylabel('年飞行常客里程数')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Norm(df):\n",
    "# 提取标签列以外的所有特征\n",
    "\n",
    "    ds=  df.iloc[:,:-1]\n",
    "\n",
    "    # 归一化处理\n",
    "    min = ds.min()\n",
    "    max = ds.max()\n",
    "    return (ds - min) / (max - min)\n",
    "\n",
    "# 更新特征值\n",
    "df.iloc[:,:-1] = Norm(df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "def knn(shuju,yangben,k):\n",
    "\n",
    "    dist=((yangben.iloc[:,0:-1] - shuju)**2).sum(axis=1)**0.5\n",
    "    dist_f = pd.DataFrame({\n",
    "        'dist':dist,\n",
    "        'label':df.iloc[:,-1]\n",
    "    })\n",
    "\n",
    "    dist_s =dist_f.sort_values(by='dist').iloc[:k]\n",
    "    re = dist_s.value_counts('label')\n",
    "\n",
    "    return re.index[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.iloc[:,:-1]= Norm(df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'largeDoses'"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new = [0.12312,0.55555,0.]\n",
    "knn(new,df,3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.24测试算法\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 4)"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年飞行常客里程数</th>\n",
       "      <th>玩游戏时间百分比</th>\n",
       "      <th>每周消费冰淇淋公升数</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.513766</td>\n",
       "      <td>0.170320</td>\n",
       "      <td>0.262181</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.089599</td>\n",
       "      <td>0.154426</td>\n",
       "      <td>0.785277</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.611167</td>\n",
       "      <td>0.172689</td>\n",
       "      <td>0.915245</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.012578</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.195477</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.110241</td>\n",
       "      <td>0.187926</td>\n",
       "      <td>0.287082</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.122106</td>\n",
       "      <td>0.163037</td>\n",
       "      <td>0.372224</td>\n",
       "      <td>smallDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.754287</td>\n",
       "      <td>0.476818</td>\n",
       "      <td>0.394621</td>\n",
       "      <td>didntLike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.291159</td>\n",
       "      <td>0.509103</td>\n",
       "      <td>0.510795</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.527111</td>\n",
       "      <td>0.436655</td>\n",
       "      <td>0.429005</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0.479408</td>\n",
       "      <td>0.376809</td>\n",
       "      <td>0.785718</td>\n",
       "      <td>largeDoses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    年飞行常客里程数  玩游戏时间百分比  每周消费冰淇淋公升数       label\n",
       "0   0.513766  0.170320    0.262181   didntLike\n",
       "1   0.089599  0.154426    0.785277  smallDoses\n",
       "2   0.611167  0.172689    0.915245   didntLike\n",
       "3   0.012578  0.000000    0.195477  smallDoses\n",
       "4   0.110241  0.187926    0.287082  smallDoses\n",
       "..       ...       ...         ...         ...\n",
       "95  0.122106  0.163037    0.372224  smallDoses\n",
       "96  0.754287  0.476818    0.394621   didntLike\n",
       "97  0.291159  0.509103    0.510795  largeDoses\n",
       "98  0.527111  0.436655    0.429005  largeDoses\n",
       "99  0.479408  0.376809    0.785718  largeDoses\n",
       "\n",
       "[100 rows x 4 columns]"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#1.切分数据\n",
    "def randSplit(df,ratio=0.9):\n",
    "    m = df.shape[0]\n",
    "    m_t = int(m*0.9)\n",
    "    \n",
    "    test =df.iloc[m_t:m]\n",
    "    test.index = range(0,m-m_t)\n",
    "\n",
    "    return df.iloc[:m_t],test\n",
    "\n",
    "train,test=randSplit(df)\n",
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "m_test =test.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_5744\\4262739681.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  test.loc[:,'predict'] = predict\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.94"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def datingTest(train,test,k):\n",
    "    #保存test集\n",
    "    predict = []\n",
    "\n",
    "    for _, row in test.iterrows():\n",
    "\n",
    "        new_data = row[:-1]\n",
    "\n",
    "        predict.append(knn(new_data,train,k))\n",
    "    \n",
    "    test.loc[:,'predict'] = predict\n",
    "\n",
    "    acc = (test.iloc[:,-1] == test.iloc[:,-2]).mean()\n",
    "   \n",
    "    return acc\n",
    "\n",
    "datingTest(train,test,3)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.973"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 =pd.read_table('datingTestSet2.txt',header=None)\n",
    "\n",
    "df2.columns = ['年飞行常客里程数','玩游戏时间百分比','每周消费冰淇淋公升数','label']\n",
    "df2.iloc[:,:-1]= Norm(df2)\n",
    "\n",
    "datingTest(df2,df,3)"
   ]
  }
 ],
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